What Probability and Statistics books or resources should I consult before diving into Machine Learning, NLP, Data Mining etc? I am a complete beginner.
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The last time I studied Probability and Statistics was in high school and I have forgotten all of it. I need a good probability and statistics book that I can read to understand the aforementioned subjects. Moreover, I am an Masters student. Also, the resource can be a book, video , anything.
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Answer:
Google is your friend, my friend! I can tell you that I personally have started my own journey in Big Data analytics/Data Science/Data mining about 9 months ago, and I am just overwhelmed by (and thankful for!) the amount of resources on the Web that offer guidance on how to start a career in this new field. Here are a few very good links from my bookmarks just to get you started : http://www.kdnuggets.com/2013/10/7-steps-learning-data-mining-data-science.html http://blog.zipfianacademy.com/post/46864003608/a-practical-intro-to-data-science http://nirvacana.com/thoughts/becoming-a-data-scientist/ http://inside-bigdata.com/2013/09/19/getting-free-data-science-education/ I would also recommend taking online courses like on coursera or EdX, in fact as also recommended by some of the websites above.
Chiraz BenAbdelkader at Quora Visit the source
Other answers
'Introduction to Probability Models' by Sheldon Ross is an amazing book to take you through the basics and at the same time deal, in more detail, with statistical methods that are closer to machine learning than others (Bayesian methods for instance). If you have time for more than just skimming a book, try watching these lectures http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-041-probabilistic-systems-analysis-and-applied-probability-fall-2010/
Vignesh Natarajan
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